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Addressing the Selective Superiority Problem: Automatic Algorithm/Model Class Selection (1993)  (Make Corrections)  (44 citations)
Carla E. Brodley



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Abstract: The results of empirical comparisons of existing learning algorithms illustrate that each algorithm has a selective superiority; it is best for some but not all tasks. Given a data set, it is often not clear beforehand which algorithm will yield the best performance. In such cases one must search the space of available algorithms to find the one that produces the best classifier. In this paper we present an approach that applies knowledge about the representational biases of a set of learning... (Update)

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BibTeX entry:   (Update)

Brodley, C.E. (1993), Addressing the Selective Superiority Problem: Automatic Algorithm /Model Class Selection, in Proceedings of the Tenth International Conference on Machine Learning, pp. 17-24. http://citeseer.ist.psu.edu/brodley93addressing.html   More

@misc{ brodley93addressing,
  author = "C. Brodley",
  title = "Addressing the Selective Superiority Problem: Automatic Algorithm /Model
    Class Selection",
  text = "Brodley, C.E. (1993), Addressing the Selective Superiority Problem: Automatic
    Algorithm /Model Class Selection, in Proceedings of the Tenth International
    Conference on Machine Learning, pp. 17-24.",
  year = "1993",
  url = "citeseer.ist.psu.edu/brodley93addressing.html" }
Citations (may not include all citations):
2133   Pattern classification and scene analysis (context) - Duda, Hart - 1973
1359   Induction of decision trees (context) - Quinlan - 1986  ACM   DBLP
1262   Classification and regression trees (context) - Breiman, Friedman et al. - 1984
503   Instancebased learning algorithms (context) - Aha, Kibler et al. - 1991
417   Stochastic complexity in statistical inquiry (context) - Rissanen - 1989
56   Generalizing from case studies: A case study - Aha - 1992  DBLP
42   Feature selection and extraction (context) - Kittler - 1986
40   Model Selection (context) - Linhart, Zucchini - 1986  ACM
35   Selecting a classification method by cross-validation - Schaffer - 1993  DBLP
32   Recursive estimation and time-series analysis (context) - Young - 1984
18   Empirical learning as a function of concept character (context) - Rendell, Cho - 1990  ACM   DBLP
18   Adaptive decision tree algorithms for learning from examples (context) - Pagallo - 1990
13   Inductive policy (context) - Provost, Buchanan - 1992  ACM   DBLP
9   Small nets and short paths: Optimising neural computation (context) - Frean - 1990
8   Comparison of machine learning classifiers to statistics and.. (context) - Feng, Sutherland et al. - 1993
4   A nearest hyperrectangular learning method (context) - Salzberg - 1991
2   Multivariate versus univariate decision trees (context) - CA, Group et al. - 1992  ACM
1   Learning machines (context) - Wiley - 1965
1   Perceptron trees: A case study in hybrid concept representat.. (context) - neural, An et al. - 1989  DBLP
1   An empirical comparision of pattern recognition (context) - Weiss, Kapouleas - 1989



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